---
title: Examples of Data Orchestration in Action | Rayven
description: Discover examples of data orchestration in action, from e-commerce inventory management to real-time analytics - learn how to choose the right tools.
image: https://www.rayven.io/hubfs/AI-Generated%20Media/Images/The%20image%20depicts%20a%20sleek%2c%20modern%20office%20environment%20filled%20with%20bright%20natural%20light%20filtering%20through%20large%20windows.jpeg
---

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- [ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

[ Platform ](https://www.rayven.io/platform)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

[ Services ](https://www.rayven.io/services)

[ Partner ](https://www.rayven.io/partners)

[ Resources ](https://www.rayven.io/blog)

[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhNoayzu1RDi0jOzO2nThNRcFb9ghgsj9w4atO2pw022VvAdUXkrLCsgZD5ks%2BtcrZi0tBcHv1XQCdUPlYK%2FcD%2FLO0sk96c2uGIXH2zYbR%2BLEMVOQL4KdCwysHnfdSFdHx5Q%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhNoayzu1RDi0jOzO2nThNRcFb9ghgsj9w4atO2pw022VvAdUXkrLCsgZD5ks%2BtcrZi0tBcHv1XQCdUPlYK%2FcD%2FLO0sk96c2uGIXH2zYbR%2BLEMVOQL4KdCwysHnfdSFdHx5Q%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

 

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

[![ACCOUNTANCY&nbsp;SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJYrqmLhHsE1qdXROb2UCGdE3N%2FsRobbvuB%2F4TsfBGjoHIEXE9CwhTKjAfwIm9acuruNIieuV9qyxJ3PVlVViHrUdFBKcKUHnUV6%2BDy8PhyRg7%2FCXBZ7anRl9oWET70wqtDVmXbnGiL%2BHILtSJnGyZDviIE9jPNDhsk3a8wCkjyCWhCGYUGUCGmkV0tkWIKu4zGS77TjVZeCfN%2Bs7CIYQ%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJRCSDsCsJh%2F9YxuiVrjdhCy9z2aUIk3HIIYqhN4c2ztv9Xks9SCG%2BHTTsPt2nkvqSiB0WNRQdsIytvArI8wo98%2FjzaE2cpXOEsji5s1vZu58TdX1fTO2EsrEnT97t3ZnFFvi6nKGqohfHNZutRTKmt2qAWFYhUdEG4Jqrd6Xu0j1w19iFuGrw2HEMGjJ%2BrpjmGoKErO7yFLQ%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLInIQ94Vl3bIt7uNrnXovsIIvpVDZ%2BzytLnUXMji2CzEK8s6VWMU9NTuslOaLYeqpGZwgS5u%2B289WCXSJIYXWkk7b4O3dDIer0gEMK%2BTZlP%2BcavCDTbLTy47NceodY8dWRVLMYWczP%2Fa9pXH3cqL5oWcVQEBPksUnjp1%2B6%2BSVb%2FCKuqZi%2FzwEX2mX10vRDpFKz%2Fg2uB%2BVB9BQ%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJpbqa7WZkycKnWL6U7am6%2BhxH9d6Mvp3vIs%2BK2E8GuVN4RlSsuXG87SCndIUWvuuDYA0Ya4K1Cla1KSY0CPY%2FZdhzetVfx39oy2os7MQrd%2FOi80DE788ZHX9Ig%2FhyMse1x3ghr03sQshRDUh1EGbyDIGV81QPGMh8kE%2B6Hz6m4i7qiZrxuMP%2BCV1LdDNuQCBVSwB0MqXUeiGVWh%2F1umOA%3D&webInteractiveContentId=212194125581&portalId=8302174)

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKKtY40EDTHBbLy2s19T5cJSTBQjfOibsyFcbgEGO2zSAAUC4gx%2Fop3H3LYjMD1u7EvY2iNbSEhK916VmjgkjWEN5VdAFgln%2F6RrCrSaO9axBaNdaQD82y34PQU4cPxsWnOu%2FQd5vIw2yH5stG%2BlHeLIOtry8HgNvzKoGD5%2Bx0NrOd%2Bq2M49RJtxSI7WmnXbhH0e81sCNFMYsxNF14%3D&webInteractiveContentId=185830583147&portalId=8302174)

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKGnH5mT3%2FzyUAfFQJZfAk2oNXIvavP0JRZSF1BIGFDOgpUzLMKGeVRLRBHrYMp6MgNJt5SnmwYmMlVguiRc1DZ5SzlRC8r4eEsHh6%2FERAcMAv3p9SsIPvJt%2FZh1YzzVrosuUfWXT7R3p7o9RUvGsF2QPDWuK7kWpzOTjcO%2FccgHKgJtUmhUICTfFCU4iAXO2Kh4XFvz98XGEhpNp%2B20mQ9tg%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKpfBa5MSr2wiwqhptWOmGdHVxrkKtYb18Q8AZ%2BTkJ0eawipI%2FaI6LQC7dotSILsc67mqk4XgiM26CS5pbxmGqp5P3oXPLzwAyIK0IeyS2jaTZLmcTAnwMqmBfAuF1cfeHCIUkIg82mfIodHn4XAppwuNbFTM1fkTq%2FFZvYd2uLQiu0hOjeWPKdW%2BVMpduA%2BqXejP%2Fpp7JgUgXHBeeVp5OtW6k%3D&webInteractiveContentId=185830583197&portalId=8302174)

[![FACILITY + SITE&nbsp;MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIL%2F0zN6upcGfMWRQU73mwIthwKwsstjSR5nAAUjhl4fhWzHpPqG0wcPwpqbcW%2BYHnj%2FK3VnmhKtneJCCor%2FViXLN%2BvWxhKI%2BZfJ2z%2BeX48dPFBWTcOVdfDyataXOgGFvUKI%2F4lHB8YRYxr6f7dX8oLqfQdQ4WwIhr3Srg4sh9HX1wmrggUciFJXlgmCyDO8IponKDDDyoKb25UYEW7E6U%3D&webInteractiveContentId=185830583348&portalId=8302174)

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLSvEVbpN9jivh1o8AmoEF8zNDB1tS9R8k5yBNenoiBbAch1zvBmJX8JEGJ2TTiRD5FJYNSls0ABjumbhyk8ePPD4rfDx0v9rZh%2BVrtRJK3OOmGS1Xzg3fLFWBif%2BviGaEQ8SP9sqA6WXWZxwFVxHNgajdTHBPzj7sCnRl9VUqXf4e1WoCb%2Fe6MEHB2%2BD8AhlxV%2F7RIWiMLHW0kkk2swQ%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKKl3rp2sYsLXIG15hTAF2bsCg2q2MHTTq0i5OOq%2B9joj8qBN%2BAGKOCCc5Wu8%2FSgrl%2B42a2xQhwbIVlWEc9WBdf1mkhbDA8aNQE1AK3ilq6D3oWx5rcymOrVKWV%2BRrh6eB%2FWg5HnDraxvD3dKk5mOl%2FncQtX4%2BrNKbKgEXs1S%2BeGD3CF3AHVsH83yR%2BtRAwvrm0dAV4YQAjZF6LoLF6gjfbJem%2BZcwkPp8J1%2FxD85JFYg%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLOpbrLrEIEI8Y%2BxwBPGRhpLcheOFy5HoDMxlEIhYl1QLAzc6sqeiLI3XhuBNb3BtTBTH2V2fjgFpMDfRY3QExAk3wW%2BegF%2BZ5KDWJm0kBCr6mvvsskQOTt8XNLLfWC5gYJfOYRvAatiyoL%2B1VulbxPiKmq3OHOJkd0z7sGCi5Poc7OG3GP6a5SjDFa3X9m4sBB%2F0NQH4IzX2E3cxqNlusi&webInteractiveContentId=212252970021&portalId=8302174)

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL37HvivMJcK9HHIaQiFmzsgcMvcUPyRgUnoNhJX0fjv44QSfYhrdHSJJ%2F6vXwc6x4lHVgn7LjabEAVk6%2F51TCI8zNz%2BGOodzYZ7WzFdNxz%2B14XrhFxkmzYOcI8tQh5qGq55PP9McpYkYMiv4OjB9Mn01SD3uyYTTF%2BxWMt2p4%2BrH%2F3f%2BIczkqJMsv9zwbPWlPZemSR7OuXRTc4oPDObcCbpQ%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJHd8CBolpbdKNQ%2FZteUOfp4lHcLuxiJdO6d%2BjYWU6uBa0%2FBT%2FO6mOSLmntKQSMQ2%2BF%2BGD8lPMdTdfmHktfPmKySJwA9a2mpgXf4AotlRHpZgue6jA4S6xNPGLS70Z26%2BENr7takQj%2BatHA2DjyKHLePY0Lk10XpKnNxK%2Bo5SHk1%2B9568A%2BzZsQSS2ifF1akQTDwlzwhaarUTQZSy5qMi9pwxGukgA%3D&webInteractiveContentId=209889313868&portalId=8302174)

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJEuZuk%2FOnVlojTNB7oILlNnMqqvQ%2BKunAVASBJZxysitupxzqsYByHmbjBVGw7PvbinTupuZC%2Bia4QYMCK4ovmsrKraRkZUdmXEhGqpg82DZZr6TfCa4yju6ikmZ%2FTfath2Z3Uq9nZyfqF4iv%2BKKdeLFC3%2Fz%2BN2uavIS8H%2F%2F8rO2Brkqfdsr3Q6cItCp5U91pA0mwVNHev4bmTF3ApnSI%3D&webInteractiveContentId=212252992321&portalId=8302174)

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKf5g4i%2FRoumMXsovy337veRkoqPXW9lBhFO49IuBl2v3UKkSzz9EKgYb1s7N5l%2Fna1wG5O%2FCF4ICvREUkyjZiMnmsWS9mgilYfXStPX6kcz5P020yqLr6oRvblHevuCnmhChk4i1BZq28RKWG5N%2FymuuAvgOD5cgP4sIVTb4vIJXVigYlkWtQZcsBR6GmOJihw%2FgGQGLpDBQo%3D&webInteractiveContentId=185830583392&portalId=8302174)

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJmLyz4zLe%2BES2XIw5xL6cXR%2FzLYFntWd1FSV2n5xUlizSfn4epTp5qKSIhht1e%2BRqgPwfN2Nq35jX8K6tqgIuY3Y94y3ZvpA1N%2BJ2sr3jfkm6jfAEALxoVYQGNfgx7K8amh0TAgQyZSrT9CDNl0gLTFi8xafgIdI4Ji2OXMsSh4ns8ZYunTrs0U36coIZTcIw0%2BQ%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKL4WuXCxsGBKuRskSEmWivMVVYdI4E9IeJV4DvXrM9eXuCJV2j0jbaXZjFOmhUMXR5NgpHMTgKzfUhq2sKJMCUGAxSCI7pDdNEOL2toTO%2FZZVxeIjByLuiBN5vbLPQz%2FMk8uBcYSuCQxr94poWQ%2B%2FKqDNfA0pTaBiTWGEMS3EDoDH8XR3PkCfoivY5MM4v%2Bi%2Fm&webInteractiveContentId=212411106068&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKuR%2B1yCRCmniGxUeJ9Uzn2A2XG5Asib3AaSETZzeDdY1JDOZDH3mn8U2rxuA8NpdBU5cC0MPGFRlsePZqYFroafHt0RaTzAFgcpudquEtp9vARJ0gJI%2FKkLIMXPoJYMpxQOE0qJCo8Onz9vQs70QPZPMCelk8HkDzqpqNc1S2wlXrLSKFNNbCB3qakEh7u6wWLZ1QdhRVr6Q%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKgy8oJbhE60clwor9%2BN92XhhQEODRDzcZpYvUc57Xc%2FfujCiA9SuMrBwZGUABwxiU%2F8D94n8ztjF4bo%2BYCQaMFgVUt7ojRPkpMToeGQqoxs3NMHawTJC7KRleQVeae63H20ZBLuXhcPFl5sIjr3B%2FJE12%2F06HY98ZplfmzftxcDg7vXFkVbf8Pg5Euoza5kusoiLa7S9vqqnjeAXJc6jpUGceNIRA%3D&webInteractiveContentId=212252923295&portalId=8302174)

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKIPI6xJR8rsqQNyhbgRFTGZaDLxkg%2Ba02n2UndujkxTUji4KKRPVt95BqqNT02TjklGve8YUEBGEh8ZnUhO2psDUg7iHmoc5Kb5meqDlTtOsUbpB2YYNH9GGNLwzueQGIEMf8wGSV7wL%2FwBuTFDWfN4W8lW6vjc6hnQU9GNvNAbEj6AeL%2F4Xthx9iqP4xuUJp9XZZRKRwpAD90aLpzX0FbmmuwUfG1Njo%3D&webInteractiveContentId=212198816260&portalId=8302174)

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKDI75b5HZ1s3PlVGswTEts8MhEfis1hQfP6JcP5hSbChhJ8X6SAC1K2sFywG432kiuFPlMJhOXgDbZXvWd1Rg3KSIgzYbl%2BbQ0tWI6bfXqh9%2Bg4VkiIO6R3dVWA7gHIl%2BvqYtyDXmP6MpZPjjjFvhgvMQwNuX1RVjK%2B%2BNpjYtinNK4oA6n9Mkd8nFCd6Vxt8UzUDRmKAxG5jJAtNemVH6dcxUCoCQ%3D&webInteractiveContentId=185825394774&portalId=8302174)

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKuR%2B1yCRCmniGxUeJ9Uzn2A2XG5Asib3AaSETZzeDdY1JDOZDH3mn8U2rxuA8NpdBU5cC0MPGFRlsePZqYFroafHt0RaTzAFgcpudquEtp9vARJ0gJI%2FKkLIMXPoJYMpxQOE0qJCo8Onz9vQs70QPZPMCelk8HkDzqpqNc1S2wlXrLSKFNNbCB3qakEh7u6wWLZ1QdhRVr6Q%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJMrosfV9zD7Ouo1l%2BGU0TorohF3deMRwxyo6dfKnmK1N2yVsgxHnLcjzLlON0B1GKw7EiO7HHOCkaylU304Kw51E%2FoplIj9TzpIbL7uFFV4nWnjmCoQTBQ0tqCMiYNQbkFQO80FHptjLKl6c8DtM48WK%2B0Wzo%2F%2BBo4nVqc3N03oELhT%2BenAGxPPV66xID4TyFP6uBS9VxTbt%2FKqn0%3D&webInteractiveContentId=210017685433&portalId=8302174)

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL01r2o2SpFfyNGCscDA6vJ4xUqPj2tnSPuXkYsPmNBSH5m7ykohtehzSqmFhD2gxEvPNUxs1dLyO1%2BoXIru%2Fms3v2DwHPEjzxuVQnPHfqQDSRrvXlkFSUKTlLeBA1Vue6WkNRgmDIK3Swgt28pjR9afNX6bM0NKZNohffMkBDY5g%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIh7xEF5grmfgO04%2FzCPjoXfC1PNOe2VZXOO8eOgSVm65kTGGUByJXoaq5nazWChK8z1ZsB%2B7LqJ8tYozJZa2NzYUpnCoLkcq%2BBHlauf164MeLNIe8%2Fau0z5jzdNKRvhDZK9CTHy4cSAcIyda09fqx35tJIP54JeftY8NqY5pO48SmnV5CK095Ot8ZCQg%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL7sA2jTBsnjsyV1mymHQTlQl7UFnK8X9s8WiG9oTb%2BJU1lCKtZC02tTyKr2C52q2mv8KXU8qyN4JsoRYzDlmdxd9l3k%2F8NmTGjc3wIDPWXxwC%2FOctZ%2FqUJynlmQS2XEfT7q3lmwuUjo9uYW0jYNtgEMNKQQbu%2BtBmfOK%2Bv&webInteractiveContentId=185786401415&portalId=8302174)

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJAjlA1YRSRwxQq73%2FNqT7WIqIk3F5hzOKnMrQcvttxxVCLvgxVbYDuu%2FMmi%2FFeGXbnVF4SFxcreimrDmJIImICclVyRE4vyd1oSxC9ZSbkUtOOINQG85o3Vtaz3NfB9%2FRPw975%2FMyXX5Lu5cLZ%2BxFhNenZMWccPcOUKx58yhycgPBNXl9UAGpPPQ%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLjcY8h6frBW4qwcWvj%2FuX7JIXjMqKbOX6LwSB7yd2fDASvM1gMOa92LIiqthJOe54pUQExxLONlkoyMPkLSPEcIMgh2gsEkY76GciBI9LITyJWpU0VxW3WrCCFkiBjoZuLCdbMsFcantPlAmDANMvJSfd6YV6%2Big2vueGFNafVN%2FcugXNGnKqOGzqvJ9%2F7zxGWqZFcfw%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJkjKj00Ye0dtmFSS60nyLhHNX7IAwUaQCkqk09LSadrKCainA5xW%2B6SgJ3RphdT0DoyEp67F%2FDhXPCuoCS33VJ1xFpsoVCnytxHvcQ%2BVM2atC8MZXJgy2r4PYf5%2BR%2BmkzIJQq3GmHCkXyTFAnoiBi4RE3WYOYTGFKoxTzD6d8OJTM6J%2BtqMfBryQ%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

Overview

[ Services Overview           ](https://www.rayven.io/services)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

[ Execution Gap ](https://www.rayven.io/services/execution-gap)

[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLk6ufIyyA6NKdd9AZS7M2svqPtVV9f0aUu2zlC5x9eiUVupgfXfL%2FVgsM5FxCPqyKROgyypVLbeW7yTsfZJhoCyKff7E592S5Z07R%2Fit2%2BkB79wdIyxCuc2xa97%2F7sOyo1MLVnm7RGu1x0eRPzrg2xO3crJH3%2BEVCRu1Smtkwp&webInteractiveContentId=185823046841&portalId=8302174)

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Overview

[ Partner Home ](https://www.rayven.io/partners)

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[ White Label Applications      ](https://www.rayven.io/partners/white-label-solutions)

[ Partner Directory ](https://www.rayven.io/partners/directory)

We Partner With

[ MSPs ](https://www.rayven.io/partners/msps)

[ IoT Devices + Hardware ](https://www.rayven.io/partners/iot-hardware-vendors)

[ Consultancies ](https://www.rayven.io/partners/specialist-consultancies)

[ Industrial Automation ](https://www.rayven.io/partners/industrial-automation-scada)

[ OEMs ](https://www.rayven.io/partners/industrial-oems)

[ Environmental / ESG ](https://www.rayven.io/partners/environmental-esg-monitoring)

[ Integrators ](https://www.rayven.io/partners/systems-integrators)

[ Connectivity + Telcos ](https://www.rayven.io/partners/connectivity-providers)

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Library

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[ Articles + Blogs ](https://www.rayven.io/blog/tag/blogs)

[ Brochures + eBooks ](https://www.rayven.io/blog/tag/brochures-ebooks)

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[ Readiness Assessment           ](https://www.rayven.io/tools/readiness-assessment)

[ Webinars ](https://www.rayven.io/blog/tag/webinars)

Our Company

[ About Rayven ](https://www.rayven.io/about)

[ Contact Us ](https://www.rayven.io/contact)

[ Knowledge Base ](https://insights.rayven.io/knowledge)

[ Media Coverage ](https://www.rayven.io/blog/tag/media-coverage)

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[![See where Rayven's been in the media recently.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046770.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKBVjeRsdDA2ct%2BAkg3rogxgpv23fqP7NOOv40kftk4xKtZuBZxuLJo6Wihoz57Xpt4mJTlNrTbtwOVUTD8AMpXo5DDTTEe88efn%2Bo70RAWvkn2oSEQeZ9St7eAzggRpIIfX0A9dlXnKIhakayCR0c3Zr%2BESIJGSFq7ogDoWuMfXjSDhDnmt471TbjTl659rw%3D%3D&webInteractiveContentId=185823046770&portalId=8302174)

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

[![Rayven-logo](https://www.rayven.io/hubfs/Picture1.png) ](https://www.rayven.io/)

**

[ Partner with Rayven ](https://www.rayven.io/partners)

 Solutions

**

[![CustomAI](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/CustomAI.png)

**Custom AI + Agents**

Train and deploy AI trained on your files, systems + data.

](https://www.rayven.io/solutions/custom-ai-solutions)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Rayven MCP

](https://www.rayven.io/solutions/custom-ai-solutions/rayven-mcp)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Data Fabric

](https://www.rayven.io/solutions/custom-ai-solutions/ai-data-fabric)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    AI Agents

](https://www.rayven.io/solutions/custom-ai-solutions/agentic-ai)

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

    Private LLM

](https://www.rayven.io/solutions/custom-ai-solutions/private-llm)

[![4-Build-Solution-orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/4-Build-Solution-orange-bev.png)

**Custom Applications**

We build tools, apps + software over the top of your existing stack.

](https://www.rayven.io/solutions/custom-software)

**

[![Pixel](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Pixel.png)

Field Applications

](https://www.rayven.io/solutions/data-collection-software)

[![2-Unify-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/2-Unify-Solution-Orange-bev.png)

**Integrations**

Integrate and move data across all your systems, assets + files.

](https://www.rayven.io/solutions/data-integration-platform)

**

[![Data-Platform](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/Data-Platform.png)

**Unified Data Platforms**

Complete platforms, pipelines, hybrid storage + real-time orchestration.

](https://www.rayven.io/solutions/unified-data-platform)

**

[![3-Act-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/3-Act-Solution-Orange-bev.png)

**Automations**

Design and run real-time automation across systems, data + workflows.

](https://www.rayven.io/solutions/automation-software)

**

[![5-Context-Solution-Orange-bev](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Solution%20Logos/5-Context-Solution-Orange-bev.png)

**IoT Solutions**

IoT platform for building custom IoT solutions that work with any device.

](https://www.rayven.io/iot-platform)

**

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhNoayzu1RDi0jOzO2nThNRcFb9ghgsj9w4atO2pw022VvAdUXkrLCsgZD5ks%2BtcrZi0tBcHv1XQCdUPlYK%2FcD%2FLO0sk96c2uGIXH2zYbR%2BLEMVOQL4KdCwysHnfdSFdHx5Q%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Platform ](https://www.rayven.io/platform)

**

[![Rayven-fav-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Logos/Rayven-fav-icon.svg)

**Platform Overview**

A unified platform to integrate, automate, and build custom AI + apps.

](https://www.rayven.io/platform)

**

[![integration-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-layer.svg)

**Integration Layer**

Connects IT, OT, SaaS, IoT, APIs, files + more into one pipeline.

](https://www.rayven.io/platform/integration)

**

[![integration-file-uploads](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-file-uploads.svg)

File Uploads

](https://www.rayven.io/platform/integration/file-uploads)

[![integration-ai-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-ai-connectors.svg)

AI Connectors

](https://www.rayven.io/platform/integration/ai-connectors)

[![integration-it-ot-connectors](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-it-ot-connectors.svg)

IT / OT Connectors

](https://www.rayven.io/platform/integration/prebuilt-connectors)

[![integration-custom-integrations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-custom-integrations.svg)

Custom Integrations

](https://www.rayven.io/platform/integration/custom-integrations)

[![integration-api-endpoints](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-api-endpoints.svg)

API Endpoints

](https://www.rayven.io/platform/integration/api-endpoints)

[![integration-iot-devices-protocols](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-iot-devices-protocols.svg)

IoT Devices + Protocols

](https://www.rayven.io/platform/integration/iot-devices-protocols)

[![integration-forms-manual-input](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-forms-manual-input.svg)

Forms + Manual Input

](https://www.rayven.io/platform/integration/forms-manual-input)

[![integration-streaming-data](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/integration-streaming-data.svg)

Streaming Data

](https://www.rayven.io/platform/integration/streaming-data-connectors)

[![data-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-layer.svg)

**Data Layer**

Transforms + contextualises your data into an AI-ready source of truth.

](https://www.rayven.io/platform/data)

**

[![data-real-time-data-processing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-real-time-data-processing.svg)

Real-Time Data Processing

](https://www.rayven.io/platform/data/real-time-data-processing)

[![data-unified-data-tables](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-unified-data-tables.svg)

Unified Data Tables

](https://www.rayven.io/platform/data/unified-data-tables)

[![data-data-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-management.svg)

Data Management

](https://www.rayven.io/platform/data/data-management)

[![data-data-transformation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-transformation.svg)

Data Transformation

](https://www.rayven.io/platform/data/data-transformation)

[![data-file-parsing](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-file-parsing.svg)

File Parsing

](https://www.rayven.io/platform/data/file-parsing)

[![data-calculation-aggregation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-calculation-aggregation.svg)

Calculation + Aggregation

](https://www.rayven.io/platform/data/calculation-aggregation)

[![data-ai-models-training](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-ai-models-training.svg)

AI Models + Training

](https://www.rayven.io/platform/data/ai-models-training)

[![data-data-storage](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/data-data-storage.svg)

Data Storage

](https://www.rayven.io/platform/data/sql-cassandra-storage)

[![execution-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-layer.svg)

**Execution Layer**

Automate workflows, trigger actions using real-time data + AI.

](https://www.rayven.io/platform/execution)

**

[![execution-workflows-triggers](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-workflows-triggers.svg)

Workflows + Triggers

](https://www.rayven.io/platform/execution/workflows-triggers)

[![execution-control-automation](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-control-automation.svg)

Control + Automation

](https://www.rayven.io/platform/execution/control-automation)

[![execution-predictive-ai-machine-learning](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-predictive-ai-machine-learning.svg)

Predictive AI / ML

](https://www.rayven.io/platform/execution/predictive-ai-machine-learning)

[![execution-gen-ai-ai-agents](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-gen-ai-ai-agents.svg)

Gen AI + AI Agents

](https://www.rayven.io/platform/execution/gen-ai-agents)

[![execution-approvals-exceptions](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/execution-approvals-exceptions.svg)

Approvals + Exceptions

](https://www.rayven.io/platform/execution/approvals-exceptions)

[![rayven-mcp-icon](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/rayven-mcp-icon.svg)

Rayven MCP

](https://www.rayven.io/platform/execution/rayven-mcp)

[![presentation-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-layer.svg)

**Presentation / UI Layer**

Turns your data into real-time dashboards, reports + custom UIs.

](https://www.rayven.io/platform/presentation)

**

[![presentation-dashboards-visualizations](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dashboards-visualizations.svg)

Dashboards + Visualizations

](https://www.rayven.io/platform/presentation/dashboards-visualizations)

[![presentation-widgets-ui-components](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-widgets-ui-components.svg)

Widgets + UI Components

](https://www.rayven.io/platform/presentation/widgets-ui-components)

[![presentation-notifications-alerts](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-notifications-alerts.svg)

Notifications + Alerts

](https://www.rayven.io/platform/presentation/notifications-alerts)

[![presentation-dynamic-reports](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-dynamic-reports.svg)

Dynamic Reports

](https://www.rayven.io/platform/presentation/dynamic-reports)

[![presentation-custom-form-builder](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-custom-form-builder.svg)

Custom Form Builder

](https://www.rayven.io/platform/presentation/custom-form-builder)

[![presentation-screen-flows-hierarchies](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-screen-flows-hierarchies.svg)

Screen Flows + Hierarchies

](https://www.rayven.io/platform/presentation/screen-flows-hierarchies)

[![presentation-html-javascript](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-html-javascript.svg)

HTML + JavaScript

](https://www.rayven.io/platform/presentation/html-javascript)

[![presentation-qr-code-generator](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-qr-code-generator.svg)

QR Code Generator

](https://www.rayven.io/platform/presentation/qr-code-generator)

[![presentation-conversational-analytics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/presentation-conversational-analytics.svg)

Conversational Analytics

](https://www.rayven.io/platform/presentation/conversational-analytics)

[![security-layer](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-layer.svg)

**Security, Governance + Hosting**

Protects the platform with access control, encryption + audit logging.

](https://www.rayven.io/platform/security)

**

[![security-hosting-management](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-hosting-management.svg)

Hosting + Management

](https://www.rayven.io/platform/security/hosting-management)

[![security-white-labelling](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-white-labelling.svg)

White Labelling

](https://www.rayven.io/platform/security/white-labelling)

[![security-deployment-architecture](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-deployment-architecture.svg)

Deployment + Architecture

](https://www.rayven.io/platform/security/deployment-architecture)

[![security-users-roles-access](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-users-roles-access.svg)

Users, Roles + Access

](https://www.rayven.io/platform/security/users-roles-access)

[![security-usage-metrics](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-usage-metrics.svg)

Usage + Metrics

](https://www.rayven.io/platform/security/usage-metrics)

[![security-enterprise-security](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-enterprise-security.svg)

Enterprise Security

](https://www.rayven.io/platform/security/enterprise-security)

[![security-governance-controls](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-governance-controls.svg)

Governance + Controls

](https://www.rayven.io/platform/security/governance-controls)

[![security-audit-trails-logs](https://www.rayven.io/hubfs/000%20-%20Rayven/Rayven%20Brand%20Assets/Rayven%20Icons/001%20-%20Rayven%20Icons%20Platform/security-audit-trails-logs.svg)

Audit Trails + Logs

](https://www.rayven.io/platform/security/audit-trails-logs)

[![We deliver custom solutions that fit your business and industry better, fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790017847.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIhNoayzu1RDi0jOzO2nThNRcFb9ghgsj9w4atO2pw022VvAdUXkrLCsgZD5ks%2BtcrZi0tBcHv1XQCdUPlYK%2FcD%2FLO0sk96c2uGIXH2zYbR%2BLEMVOQL4KdCwysHnfdSFdHx5Q%3D%3D&webInteractiveContentId=183790017847&portalId=8302174)

[ Industries + Roles ](https://www.rayven.io/industries-and-roles)

**

### Sectors

[ Accountancy ](https://www.rayven.io/industries-and-roles/accounting-ai-automation-custom-software)

**

[![ACCOUNTANCY&nbsp;SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212189506726.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJYrqmLhHsE1qdXROb2UCGdE3N%2FsRobbvuB%2F4TsfBGjoHIEXE9CwhTKjAfwIm9acuruNIieuV9qyxJ3PVlVViHrUdFBKcKUHnUV6%2BDy8PhyRg7%2FCXBZ7anRl9oWET70wqtDVmXbnGiL%2BHILtSJnGyZDviIE9jPNDhsk3a8wCkjyCWhCGYUGUCGmkV0tkWIKu4zGS77TjVZeCfN%2Bs7CIYQ%3D%3D&webInteractiveContentId=212189506726&portalId=8302174)

[ Agribusiness ](https://www.rayven.io/industries-and-roles/agribusiness-software)

**

[![AGRIBUSINESS](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106062.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJRCSDsCsJh%2F9YxuiVrjdhCy9z2aUIk3HIIYqhN4c2ztv9Xks9SCG%2BHTTsPt2nkvqSiB0WNRQdsIytvArI8wo98%2FjzaE2cpXOEsji5s1vZu58TdX1fTO2EsrEnT97t3ZnFFvi6nKGqohfHNZutRTKmt2qAWFYhUdEG4Jqrd6Xu0j1w19iFuGrw2HEMGjJ%2BrpjmGoKErO7yFLQ%3D%3D&webInteractiveContentId=212411106062&portalId=8302174)

[ Construction ](https://www.rayven.io/industries-and-roles/construction-software)

**

[![CONSTRUCTION](https://no-cache.hubspot.com/cta/default/8302174/interactive-188704717191.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLInIQ94Vl3bIt7uNrnXovsIIvpVDZ%2BzytLnUXMji2CzEK8s6VWMU9NTuslOaLYeqpGZwgS5u%2B289WCXSJIYXWkk7b4O3dDIer0gEMK%2BTZlP%2BcavCDTbLTy47NceodY8dWRVLMYWczP%2Fa9pXH3cqL5oWcVQEBPksUnjp1%2B6%2BSVb%2FCKuqZi%2FzwEX2mX10vRDpFKz%2Fg2uB%2BVB9BQ%3D%3D&webInteractiveContentId=188704717191&portalId=8302174)

[ Education ](https://www.rayven.io/industries-and-roles/custom-education-software-ai)

**

[![EDUCATION](https://no-cache.hubspot.com/cta/default/8302174/interactive-212194125581.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJpbqa7WZkycKnWL6U7am6%2BhxH9d6Mvp3vIs%2BK2E8GuVN4RlSsuXG87SCndIUWvuuDYA0Ya4K1Cla1KSY0CPY%2FZdhzetVfx39oy2os7MQrd%2FOi80DE788ZHX9Ig%2FhyMse1x3ghr03sQshRDUh1EGbyDIGV81QPGMh8kE%2B6Hz6m4i7qiZrxuMP%2BCV1LdDNuQCBVSwB0MqXUeiGVWh%2F1umOA%3D&webInteractiveContentId=212194125581&portalId=8302174)

[ Energy + Utilities ](https://www.rayven.io/industries-and-roles/energy-utilities-software)

**

[![ENERGY + UTILITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583147.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKKtY40EDTHBbLy2s19T5cJSTBQjfOibsyFcbgEGO2zSAAUC4gx%2Fop3H3LYjMD1u7EvY2iNbSEhK916VmjgkjWEN5VdAFgln%2F6RrCrSaO9axBaNdaQD82y34PQU4cPxsWnOu%2FQd5vIw2yH5stG%2BlHeLIOtry8HgNvzKoGD5%2Bx0NrOd%2Bq2M49RJtxSI7WmnXbhH0e81sCNFMYsxNF14%3D&webInteractiveContentId=185830583147&portalId=8302174)

[ Engineering ](https://www.rayven.io/industries-and-roles/custom-engineering-software-ai)

**

[![ENGINEERING](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970116.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKGnH5mT3%2FzyUAfFQJZfAk2oNXIvavP0JRZSF1BIGFDOgpUzLMKGeVRLRBHrYMp6MgNJt5SnmwYmMlVguiRc1DZ5SzlRC8r4eEsHh6%2FERAcMAv3p9SsIPvJt%2FZh1YzzVrosuUfWXT7R3p7o9RUvGsF2QPDWuK7kWpzOTjcO%2FccgHKgJtUmhUICTfFCU4iAXO2Kh4XFvz98XGEhpNp%2B20mQ9tg%3D%3D&webInteractiveContentId=212252970116&portalId=8302174)

[ Environmental Services ](https://www.rayven.io/industries-and-roles/environmental-services-software)

**

[![ENVIRONMENTAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583197.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKpfBa5MSr2wiwqhptWOmGdHVxrkKtYb18Q8AZ%2BTkJ0eawipI%2FaI6LQC7dotSILsc67mqk4XgiM26CS5pbxmGqp5P3oXPLzwAyIK0IeyS2jaTZLmcTAnwMqmBfAuF1cfeHCIUkIg82mfIodHn4XAppwuNbFTM1fkTq%2FFZvYd2uLQiu0hOjeWPKdW%2BVMpduA%2BqXejP%2Fpp7JgUgXHBeeVp5OtW6k%3D&webInteractiveContentId=185830583197&portalId=8302174)

[ Facility + Site Management                  ](https://www.rayven.io/industries-and-roles/facility-management-software)

**

[![FACILITY + SITE&nbsp;MANAGEMENT](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583348.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIL%2F0zN6upcGfMWRQU73mwIthwKwsstjSR5nAAUjhl4fhWzHpPqG0wcPwpqbcW%2BYHnj%2FK3VnmhKtneJCCor%2FViXLN%2BvWxhKI%2BZfJ2z%2BeX48dPFBWTcOVdfDyataXOgGFvUKI%2F4lHB8YRYxr6f7dX8oLqfQdQ4WwIhr3Srg4sh9HX1wmrggUciFJXlgmCyDO8IponKDDDyoKb25UYEW7E6U%3D&webInteractiveContentId=185830583348&portalId=8302174)

[ Financial Services ](https://www.rayven.io/industries-and-roles/financial-services-software)

**

[![FINANCIAL SERVICES](https://no-cache.hubspot.com/cta/default/8302174/interactive-212048335709.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLSvEVbpN9jivh1o8AmoEF8zNDB1tS9R8k5yBNenoiBbAch1zvBmJX8JEGJ2TTiRD5FJYNSls0ABjumbhyk8ePPD4rfDx0v9rZh%2BVrtRJK3OOmGS1Xzg3fLFWBif%2BviGaEQ8SP9sqA6WXWZxwFVxHNgajdTHBPzj7sCnRl9VUqXf4e1WoCb%2Fe6MEHB2%2BD8AhlxV%2F7RIWiMLHW0kkk2swQ%3D%3D&webInteractiveContentId=212048335709&portalId=8302174)

[ Government + Public Sector ](https://www.rayven.io/industries-and-roles/ai-for-government-services-software-solutions)

**

[![GOVERNMENT + PUBLIC SECTOR](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198824049.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKKl3rp2sYsLXIG15hTAF2bsCg2q2MHTTq0i5OOq%2B9joj8qBN%2BAGKOCCc5Wu8%2FSgrl%2B42a2xQhwbIVlWEc9WBdf1mkhbDA8aNQE1AK3ilq6D3oWx5rcymOrVKWV%2BRrh6eB%2FWg5HnDraxvD3dKk5mOl%2FncQtX4%2BrNKbKgEXs1S%2BeGD3CF3AHVsH83yR%2BtRAwvrm0dAV4YQAjZF6LoLF6gjfbJem%2BZcwkPp8J1%2FxD85JFYg%3D%3D&webInteractiveContentId=212198824049&portalId=8302174)

[ Healthcare ](https://www.rayven.io/industries-and-roles/custom-software-ai-healthcare)

**

[![HEALTHCARE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252970021.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLOpbrLrEIEI8Y%2BxwBPGRhpLcheOFy5HoDMxlEIhYl1QLAzc6sqeiLI3XhuBNb3BtTBTH2V2fjgFpMDfRY3QExAk3wW%2BegF%2BZ5KDWJm0kBCr6mvvsskQOTt8XNLLfWC5gYJfOYRvAatiyoL%2B1VulbxPiKmq3OHOJkd0z7sGCi5Poc7OG3GP6a5SjDFa3X9m4sBB%2F0NQH4IzX2E3cxqNlusi&webInteractiveContentId=212252970021&portalId=8302174)

[ Hospitality ](https://www.rayven.io/industries-and-roles/custom-hospitality-software-ai)

**

[![HOSPITALITY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992323.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL37HvivMJcK9HHIaQiFmzsgcMvcUPyRgUnoNhJX0fjv44QSfYhrdHSJJ%2F6vXwc6x4lHVgn7LjabEAVk6%2F51TCI8zNz%2BGOodzYZ7WzFdNxz%2B14XrhFxkmzYOcI8tQh5qGq55PP9McpYkYMiv4OjB9Mn01SD3uyYTTF%2BxWMt2p4%2BrH%2F3f%2BIczkqJMsv9zwbPWlPZemSR7OuXRTc4oPDObcCbpQ%3D%3D&webInteractiveContentId=212252992323&portalId=8302174)

[ Infrastructure Management ](https://www.rayven.io/industries-and-roles/infrastructure-management-software)

**

[![INFRASTRUCTURE](https://no-cache.hubspot.com/cta/default/8302174/interactive-209889313868.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJHd8CBolpbdKNQ%2FZteUOfp4lHcLuxiJdO6d%2BjYWU6uBa0%2FBT%2FO6mOSLmntKQSMQ2%2BF%2BGD8lPMdTdfmHktfPmKySJwA9a2mpgXf4AotlRHpZgue6jA4S6xNPGLS70Z26%2BENr7takQj%2BatHA2DjyKHLePY0Lk10XpKnNxK%2Bo5SHk1%2B9568A%2BzZsQSS2ifF1akQTDwlzwhaarUTQZSy5qMi9pwxGukgA%3D&webInteractiveContentId=209889313868&portalId=8302174)

[ Insurance ](https://www.rayven.io/industries-and-roles/custom-insurance-software-ai)

**

[![INSURANCE](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252992321.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJEuZuk%2FOnVlojTNB7oILlNnMqqvQ%2BKunAVASBJZxysitupxzqsYByHmbjBVGw7PvbinTupuZC%2Bia4QYMCK4ovmsrKraRkZUdmXEhGqpg82DZZr6TfCa4yju6ikmZ%2FTfath2Z3Uq9nZyfqF4iv%2BKKdeLFC3%2Fz%2BN2uavIS8H%2F%2F8rO2Brkqfdsr3Q6cItCp5U91pA0mwVNHev4bmTF3ApnSI%3D&webInteractiveContentId=212252992321&portalId=8302174)

[ Manufacturing ](https://www.rayven.io/industries-and-roles/manufacturing-software)

**

[![MANUFACTURING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583392.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKf5g4i%2FRoumMXsovy337veRkoqPXW9lBhFO49IuBl2v3UKkSzz9EKgYb1s7N5l%2Fna1wG5O%2FCF4ICvREUkyjZiMnmsWS9mgilYfXStPX6kcz5P020yqLr6oRvblHevuCnmhChk4i1BZq28RKWG5N%2FymuuAvgOD5cgP4sIVTb4vIJXVigYlkWtQZcsBR6GmOJihw%2FgGQGLpDBQo%3D&webInteractiveContentId=185830583392&portalId=8302174)

[ Mining + Quarrying ](https://www.rayven.io/industries-and-roles/mining-software)

**

[![MINING + QUARRYING](https://no-cache.hubspot.com/cta/default/8302174/interactive-185830583441.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJmLyz4zLe%2BES2XIw5xL6cXR%2FzLYFntWd1FSV2n5xUlizSfn4epTp5qKSIhht1e%2BRqgPwfN2Nq35jX8K6tqgIuY3Y94y3ZvpA1N%2BJ2sr3jfkm6jfAEALxoVYQGNfgx7K8amh0TAgQyZSrT9CDNl0gLTFi8xafgIdI4Ji2OXMsSh4ns8ZYunTrs0U36coIZTcIw0%2BQ%3D%3D&webInteractiveContentId=185830583441&portalId=8302174)

[ Oil + Gas ](https://www.rayven.io/industries-and-roles/oil-and-gas-software)

**

[![<p>OIL + GAS</p>](https://no-cache.hubspot.com/cta/default/8302174/interactive-212411106068.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKL4WuXCxsGBKuRskSEmWivMVVYdI4E9IeJV4DvXrM9eXuCJV2j0jbaXZjFOmhUMXR5NgpHMTgKzfUhq2sKJMCUGAxSCI7pDdNEOL2toTO%2FZZVxeIjByLuiBN5vbLPQz%2FMk8uBcYSuCQxr94poWQ%2B%2FKqDNfA0pTaBiTWGEMS3EDoDH8XR3PkCfoivY5MM4v%2Bi%2Fm&webInteractiveContentId=212411106068&portalId=8302174)

[ Ports + Terminals ](https://www.rayven.io/industries-and-roles/port-management-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKuR%2B1yCRCmniGxUeJ9Uzn2A2XG5Asib3AaSETZzeDdY1JDOZDH3mn8U2rxuA8NpdBU5cC0MPGFRlsePZqYFroafHt0RaTzAFgcpudquEtp9vARJ0gJI%2FKkLIMXPoJYMpxQOE0qJCo8Onz9vQs70QPZPMCelk8HkDzqpqNc1S2wlXrLSKFNNbCB3qakEh7u6wWLZ1QdhRVr6Q%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Real Estate + Property Services ](https://www.rayven.io/industries-and-roles/real-estate-software-automation-ai)

**

[![REAL ESTATE + PROPERTY](https://no-cache.hubspot.com/cta/default/8302174/interactive-212252923295.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKgy8oJbhE60clwor9%2BN92XhhQEODRDzcZpYvUc57Xc%2FfujCiA9SuMrBwZGUABwxiU%2F8D94n8ztjF4bo%2BYCQaMFgVUt7ojRPkpMToeGQqoxs3NMHawTJC7KRleQVeae63H20ZBLuXhcPFl5sIjr3B%2FJE12%2F06HY98ZplfmzftxcDg7vXFkVbf8Pg5Euoza5kusoiLa7S9vqqnjeAXJc6jpUGceNIRA%3D&webInteractiveContentId=212252923295&portalId=8302174)

[ Retail ](https://www.rayven.io/industries-and-roles/retail-process-automation-ai-software)

**

[![RETAIL](https://no-cache.hubspot.com/cta/default/8302174/interactive-212198816260.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKIPI6xJR8rsqQNyhbgRFTGZaDLxkg%2Ba02n2UndujkxTUji4KKRPVt95BqqNT02TjklGve8YUEBGEh8ZnUhO2psDUg7iHmoc5Kb5meqDlTtOsUbpB2YYNH9GGNLwzueQGIEMf8wGSV7wL%2FwBuTFDWfN4W8lW6vjc6hnQU9GNvNAbEj6AeL%2F4Xthx9iqP4xuUJp9XZZRKRwpAD90aLpzX0FbmmuwUfG1Njo%3D&webInteractiveContentId=212198816260&portalId=8302174)

[ Smart Communities + Local Government     ](https://www.rayven.io/industries-and-roles/smart-communities-local-government-software)

**

[![SMART COMMUNITIES](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394774.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKDI75b5HZ1s3PlVGswTEts8MhEfis1hQfP6JcP5hSbChhJ8X6SAC1K2sFywG432kiuFPlMJhOXgDbZXvWd1Rg3KSIgzYbl%2BbQ0tWI6bfXqh9%2Bg4VkiIO6R3dVWA7gHIl%2BvqYtyDXmP6MpZPjjjFvhgvMQwNuX1RVjK%2B%2BNpjYtinNK4oA6n9Mkd8nFCd6Vxt8UzUDRmKAxG5jJAtNemVH6dcxUCoCQ%3D&webInteractiveContentId=185825394774&portalId=8302174)

[ Supply Chain + Logistics ](https://www.rayven.io/industries-and-roles/supply-chain-software)

**

[![SUPPLY CHAIN&nbsp;+ LOGISTICS](https://no-cache.hubspot.com/cta/default/8302174/interactive-185825394810.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLKuR%2B1yCRCmniGxUeJ9Uzn2A2XG5Asib3AaSETZzeDdY1JDOZDH3mn8U2rxuA8NpdBU5cC0MPGFRlsePZqYFroafHt0RaTzAFgcpudquEtp9vARJ0gJI%2FKkLIMXPoJYMpxQOE0qJCo8Onz9vQs70QPZPMCelk8HkDzqpqNc1S2wlXrLSKFNNbCB3qakEh7u6wWLZ1QdhRVr6Q%3D%3D&webInteractiveContentId=185825394810&portalId=8302174)

[ Water + Wastewater ](https://www.rayven.io/industries-and-roles/water-management-software)

**

[![WATER + WASTEWATER](https://no-cache.hubspot.com/cta/default/8302174/interactive-210017685433.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJMrosfV9zD7Ouo1l%2BGU0TorohF3deMRwxyo6dfKnmK1N2yVsgxHnLcjzLlON0B1GKw7EiO7HHOCkaylU304Kw51E%2FoplIj9TzpIbL7uFFV4nWnjmCoQTBQ0tqCMiYNQbkFQO80FHptjLKl6c8DtM48WK%2B0Wzo%2F%2BBo4nVqc3N03oELhT%2BenAGxPPV66xID4TyFP6uBS9VxTbt%2FKqn0%3D&webInteractiveContentId=210017685433&portalId=8302174)

[    → All Industries ](https://www.rayven.io/industries-and-roles)

**

[![Rayven is flexible. Our technology's built for industry + its many use cases.](https://no-cache.hubspot.com/cta/default/8302174/interactive-183790018105.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL01r2o2SpFfyNGCscDA6vJ4xUqPj2tnSPuXkYsPmNBSH5m7ykohtehzSqmFhD2gxEvPNUxs1dLyO1%2BoXIru%2Fms3v2DwHPEjzxuVQnPHfqQDSRrvXlkFSUKTlLeBA1Vue6WkNRgmDIK3Swgt28pjR9afNX6bM0NKZNohffMkBDY5g%3D%3D&webInteractiveContentId=183790018105&portalId=8302174)

### Job Roles

[ Digital Teams ](https://www.rayven.io/industries-and-roles/ai-for-digital-teams)

**

[![Unite Ops data, deliver real-time intelligence + get custom apps with AI capabilities.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618741.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLIh7xEF5grmfgO04%2FzCPjoXfC1PNOe2VZXOO8eOgSVm65kTGGUByJXoaq5nazWChK8z1ZsB%2B7LqJ8tYozJZa2NzYUpnCoLkcq%2BBHlauf164MeLNIe8%2Fau0z5jzdNKRvhDZK9CTHy4cSAcIyda09fqx35tJIP54JeftY8NqY5pO48SmnV5CK095Ot8ZCQg%3D%3D&webInteractiveContentId=185785618741&portalId=8302174)

[ CIOs + IT Teams ](https://www.rayven.io/industries-and-roles/cios)

**

[![Get custom operational systems + data solutions without the IT headache.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185786401415.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLL7sA2jTBsnjsyV1mymHQTlQl7UFnK8X9s8WiG9oTb%2BJU1lCKtZC02tTyKr2C52q2mv8KXU8qyN4JsoRYzDlmdxd9l3k%2F8NmTGjc3wIDPWXxwC%2FOctZ%2FqUJynlmQS2XEfT7q3lmwuUjo9uYW0jYNtgEMNKQQbu%2BtBmfOK%2Bv&webInteractiveContentId=185786401415&portalId=8302174)

[ Ops Teams ](https://www.rayven.io/industries-and-roles/ai-for-operations)

**

[![Reduce manual work, spot issues earlier + add real-time intelligence, anywhere.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618782.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJAjlA1YRSRwxQq73%2FNqT7WIqIk3F5hzOKnMrQcvttxxVCLvgxVbYDuu%2FMmi%2FFeGXbnVF4SFxcreimrDmJIImICclVyRE4vyd1oSxC9ZSbkUtOOINQG85o3Vtaz3NfB9%2FRPw975%2FMyXX5Lu5cLZ%2BxFhNenZMWccPcOUKx58yhycgPBNXl9UAGpPPQ%3D%3D&webInteractiveContentId=185785618782&portalId=8302174)

[ Data Teams ](https://www.rayven.io/industries-and-roles/for-data-engineering-platform)

**

[![Ingest, transform + orchestrate real-time data pipelines, dashboards, apps - anything!](https://no-cache.hubspot.com/cta/default/8302174/interactive-194116561808.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLjcY8h6frBW4qwcWvj%2FuX7JIXjMqKbOX6LwSB7yd2fDASvM1gMOa92LIiqthJOe54pUQExxLONlkoyMPkLSPEcIMgh2gsEkY76GciBI9LITyJWpU0VxW3WrCCFkiBjoZuLCdbMsFcantPlAmDANMvJSfd6YV6%2Big2vueGFNafVN%2FcugXNGnKqOGzqvJ9%2F7zxGWqZFcfw%3D%3D&webInteractiveContentId=194116561808&portalId=8302174)

[ Senior Management ](https://www.rayven.io/industries-and-roles/senior-management)

**

[![Improve real-time transparency, decision-making + empower your people to improve.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185785618812.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLJkjKj00Ye0dtmFSS60nyLhHNX7IAwUaQCkqk09LSadrKCainA5xW%2B6SgJ3RphdT0DoyEp67F%2FDhXPCuoCS33VJ1xFpsoVCnytxHvcQ%2BVM2atC8MZXJgy2r4PYf5%2BR%2BmkzIJQq3GmHCkXyTFAnoiBi4RE3WYOYTGFKoxTzD6d8OJTM6J%2BtqMfBryQ%3D%3D&webInteractiveContentId=185785618812&portalId=8302174)

[ Services ](https://www.rayven.io/services)

**

### Overview

[ Services Overview           ](https://www.rayven.io/services)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLk6ufIyyA6NKdd9AZS7M2svqPtVV9f0aUu2zlC5x9eiUVupgfXfL%2FVgsM5FxCPqyKROgyypVLbeW7yTsfZJhoCyKff7E592S5Z07R%2Fit2%2BkB79wdIyxCuc2xa97%2F7sOyo1MLVnm7RGu1x0eRPzrg2xO3crJH3%2BEVCRu1Smtkwp&webInteractiveContentId=185823046841&portalId=8302174)

[ Enterprise Services ](https://www.rayven.io/services/enterprise-application-development)

**

[![Talk to us to find out how we can help you fast + affordably.](https://no-cache.hubspot.com/cta/default/8302174/interactive-185823046841.png) ](https://www.rayven.io/hs/cta/wi/redirect?encryptedPayload=AVxigLLk6ufIyyA6NKdd9AZS7M2svqPtVV9f0aUu2zlC5x9eiUVupgfXfL%2FVgsM5FxCPqyKROgyypVLbeW7yTsfZJhoCyKff7E592S5Z07R%2Fit2%2BkB79wdIyxCuc2xa97%2F7sOyo1MLVnm7RGu1x0eRPzrg2xO3crJH3%2BEVCRu1Smtkwp&webInteractiveContentId=185823046841&portalId=8302174)

### Set Engagements

[ Agentic AI ](https://www.rayven.io/services/agentic-ai)

**

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[ AI for Accountancy ](https://www.rayven.io/services/ai-accounting-engagement)

**

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[ AI for Financial Services ](https://www.rayven.io/services/ai-financial-services-engagement)

**

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[ AI for Government + Agencies ](https://www.rayven.io/services/ai-government-engagement)

**

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[ Asset Management ](https://www.rayven.io/services/asset-management-engagement)

**

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[ Custom Software for Industrial Services ](https://www.rayven.io/custom-software-industrial-services-engagement)

**

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[ Execution Gap ](https://www.rayven.io/services/execution-gap)

**

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[ Industrial IIoT ](https://www.rayven.io/services/industrial-iiot)

**

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[ Partner ](https://www.rayven.io/partners)

**

### Overview

[ Partner Home ](https://www.rayven.io/partners)

**

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[ Become a Partner ](https://www.rayven.io/partners/become-a-partner)

**

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[ White Label Applications      ](https://www.rayven.io/partners/white-label-solutions)

**

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[ Partner Directory ](https://www.rayven.io/partners/directory)

**

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### We Partner With

[ MSPs ](https://www.rayven.io/partners/msps)

**

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[ IoT Devices + Hardware ](https://www.rayven.io/partners/iot-hardware-vendors)

**

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[ Consultancies ](https://www.rayven.io/partners/specialist-consultancies)

**

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[ Industrial Automation ](https://www.rayven.io/partners/industrial-automation-scada)

**

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[ OEMs ](https://www.rayven.io/partners/industrial-oems)

**

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[ Environmental / ESG ](https://www.rayven.io/partners/environmental-esg-monitoring)

**

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[ Integrators ](https://www.rayven.io/partners/systems-integrators)

**

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[ Connectivity + Telcos ](https://www.rayven.io/partners/connectivity-providers)

**

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[ Inspection / NDT ](https://www.rayven.io/partners/inspection-asset-integrity)

**

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[ Resources ](https://www.rayven.io/blog)

**

### Library

[ ALL ](https://www.rayven.io/blog)

**

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[ Articles + Blogs ](https://www.rayven.io/blog/tag/blogs)

**

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[ Brochures + eBooks ](https://www.rayven.io/blog/tag/brochures-ebooks)

**

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[ Case Studies ](https://www.rayven.io/case-study)

**

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[ Readiness Assessment           ](https://www.rayven.io/tools/readiness-assessment)

**

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[ Webinars ](https://www.rayven.io/blog/tag/webinars)

**

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### Our Company

[ About Rayven ](https://www.rayven.io/about)

**

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[ Contact Us ](https://www.rayven.io/contact)

**

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[ Knowledge Base ](https://insights.rayven.io/knowledge)

**

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[ Media Coverage ](https://www.rayven.io/blog/tag/media-coverage)

**

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[ Talk to expert ](https://www.rayven.io/free-assessment)

[ Instant Solution Plan → ](https://www.rayven.io/tools/readiness-assessment)

Blogs

# Examples of Data Orchestration in Action

 Rayven, 17 December 2024

Examples of Data Orchestration in Action | Rayven

4:30

While conceptual knowledge is important, concrete examples of data orchestration provide valuable insights into how these strategies manifest in real-world environments. By examining different scenarios, you can better understand the benefits and complexities involved.

For foundational concepts, start with our Complete [Data Orchestration Guide](https://www.rayven.io/data-orchestration-guide). and explore related topics like [data orchestration vs etl](https://www.rayven.io/blog/data-orchestration-vs-etl), [data orchestration platform](https://www.rayven.io/blog/data-orchestration-platform) and [data pipeline orchestration](https://www.rayven.io/blog/data-pipeline-orchestration).

## Some Practical Examples of Data Orchestration in Businesses.

### E-Commerce Inventory Management:

Scenario: A global e-commerce retailer operating in Australia and Asia needs to synchronise inventory data across multiple suppliers, fulfilment centres, and regional warehouses.

Process: A data orchestration platform can:

- Periodically extract inventory updates from suppliers via APIs.
- Validate and clean the data, adjusting for local time zones and currencies.
- Orchestrate transformations that unify the data schema.
- Trigger alerts if stock falls below predefined thresholds, prompting replenishment tasks.

**Result: **An efficient, automated process ensures that inventory counts are accurate and up-to-date, reducing stock-outs and enhancing customer satisfaction.

### Real-Time Analytics for IoT Devices:

Scenario: A renewable energy company uses IoT sensors installed on solar farms spread across Australia. The sensors generate streaming data about energy output, panel temperature, and maintenance needs.

Process: Data orchestration tools coordinate:

- Continuous ingestion of sensor data into a data lake.
- Real-time transformations and aggregations to identify anomalies.
- Feeding processed data into ML models to predict when maintenance is required.
- Dispatching alerts to technicians when anomalies are detected.

**Result: **The company maintains optimal uptime, reduces maintenance costs, and improves energy output accuracy.

### Global Marketing Campaign Optimisation:

Scenario: A multinational marketing team runs campaigns across Europe, North America, and Australia. They use diverse advertising platforms, each generating performance metrics.

Process: An orchestrator can:

- Pull metrics from Google Ads, Facebook, and LinkedIn APIs.
- Transform the data to standardise KPIs across platforms.
- Load the aggregated data into a central analytics dashboard.
- Trigger ML models that recommend budget reallocations based on performance metrics.

**Result: **Real-time insights lead to more strategic budget decisions, higher conversion rates, and improved ROI.

### Financial Services Compliance and Reporting:

Scenario: A bank operating globally must comply with multiple regulatory frameworks.

Process: Data orchestration coordinates:

- Regular extraction of transaction records from internal systems.
- Transformation to align transactions with reporting standards.
- Automated data quality checks and anomaly detection steps.
- Loading the cleaned, validated data into compliance reporting tools.

**Result: **Streamlined, accurate compliance reporting reduces operational risk and ensures that data meets both Australian and global regulatory requirements.

### Data Science Model Lifecycle Management:

Scenario: A data science team continuously improves an ML model for churn prediction.

Process: Orchestration platforms manage:

- Daily ingestion of customer interaction logs.
- Periodic feature engineering transformations.
- Automated triggers to retrain the ML model when performance dips.
- Deployment of the updated model into production environments.

**Result: **SA self-sustaining pipeline ensures models remain accurate over time, scaling easily as data grows.

## Choosing the Right Tools and Frameworks.

Different examples highlight different needs. For instance, certain scenarios might require streaming-focused orchestration tools, while marketing campaign workflows may emphasise batch processing and cost optimisation.

To learn more about tool selection, review our piece on the [best data orchestration tools](https://www.rayven.io/blog/best-data-orchestration-tools).

## Conclusion.

These examples illustrate the flexibility and value of effective data orchestration, showing how it can handle diverse, global use cases that often must comply with local standards.

To achieve such comprehensive and agile orchestration at scale, consider our [Rayven Platform](https://www.rayven.io/rayven-platform). With Rayven, you can streamline orchestration while simultaneously tapping into the entire spectrum of advanced data capabilities.

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Rayven Rayven is a world-leading integrated data, AI + IoT technology company, providing industrial businesses with the IoT platform and prebuilt Industry 4.0 solutions that they need to increase productivity, efficiency, and improve decision-making.

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